Overview

Dataset statistics

Number of variables42
Number of observations40586
Missing cells281312
Missing cells (%)16.5%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory13.0 MiB
Average record size in memory336.0 B

Variable types

NUM18
CAT13
BOOL9
DATE1
UNSUPPORTED1

Reproduction

Analysis started2020-08-10 12:14:54.664650
Analysis finished2020-08-10 12:16:06.371252
Duration1 minute and 11.71 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

location has a high cardinality: 182 distinct values High cardinality
iso_code has a high cardinality: 182 distinct values High cardinality
total_deaths is highly correlated with total_casesHigh correlation
total_cases is highly correlated with total_deathsHigh correlation
StringencyIndex is highly correlated with C3_Cancel public events and 7 other fieldsHigh correlation
C3_Cancel public events is highly correlated with StringencyIndex and 3 other fieldsHigh correlation
StringencyIndexForDisplay is highly correlated with C3_Cancel public events and 7 other fieldsHigh correlation
StringencyLegacyIndex is highly correlated with C3_Cancel public events and 7 other fieldsHigh correlation
StringencyLegacyIndexForDisplay is highly correlated with C3_Cancel public events and 7 other fieldsHigh correlation
GovernmentResponseIndex is highly correlated with StringencyIndex and 6 other fieldsHigh correlation
GovernmentResponseIndexForDisplay is highly correlated with StringencyIndex and 6 other fieldsHigh correlation
ContainmentHealthIndex is highly correlated with StringencyIndex and 6 other fieldsHigh correlation
ContainmentHealthIndexForDisplay is highly correlated with StringencyIndex and 6 other fieldsHigh correlation
EconomicSupportIndex is highly correlated with E2_Debt/contract relief and 1 other fieldsHigh correlation
E2_Debt/contract relief is highly correlated with EconomicSupportIndex and 1 other fieldsHigh correlation
EconomicSupportIndexForDisplay is highly correlated with E2_Debt/contract relief and 1 other fieldsHigh correlation
C1_School closing has 1603 (3.9%) missing values Missing
C1_Flag has 16784 (41.4%) missing values Missing
C2_Workplace closing has 1752 (4.3%) missing values Missing
C2_Flag has 19088 (47.0%) missing values Missing
C3_Cancel public events has 1619 (4.0%) missing values Missing
C3_Flag has 16131 (39.7%) missing values Missing
C4_Restrictions on gatherings has 1630 (4.0%) missing values Missing
C4_Flag has 18094 (44.6%) missing values Missing
C5_Close public transport has 1924 (4.7%) missing values Missing
C5_Flag has 25468 (62.8%) missing values Missing
C6_Stay at home requirements has 1817 (4.5%) missing values Missing
C6_Flag has 21359 (52.6%) missing values Missing
C7_Restrictions on internal movement has 1956 (4.8%) missing values Missing
C7_Flag has 21833 (53.8%) missing values Missing
C8_International travel controls has 1368 (3.4%) missing values Missing
E1_Income support has 1756 (4.3%) missing values Missing
E1_Flag has 24055 (59.3%) missing values Missing
E2_Debt/contract relief has 1954 (4.8%) missing values Missing
E3_Fiscal measures has 2185 (5.4%) missing values Missing
E4_International support has 2165 (5.3%) missing values Missing
H1_Public information campaigns has 1485 (3.7%) missing values Missing
H1_Flag has 9778 (24.1%) missing values Missing
H2_Testing policy has 1818 (4.5%) missing values Missing
H3_Contact tracing has 1685 (4.2%) missing values Missing
H4_Emergency investment in healthcare has 2239 (5.5%) missing values Missing
H5_Investment in vaccines has 2244 (5.5%) missing values Missing
M1_Wildcard has 40586 (100.0%) missing values Missing
total_cases has 10553 (26.0%) missing values Missing
total_deaths has 10553 (26.0%) missing values Missing
StringencyIndex has 2000 (4.9%) missing values Missing
StringencyIndexForDisplay has 1147 (2.8%) missing values Missing
StringencyLegacyIndex has 1825 (4.5%) missing values Missing
StringencyLegacyIndexForDisplay has 958 (2.4%) missing values Missing
GovernmentResponseIndex has 2114 (5.2%) missing values Missing
GovernmentResponseIndexForDisplay has 1274 (3.1%) missing values Missing
ContainmentHealthIndex has 2024 (5.0%) missing values Missing
ContainmentHealthIndexForDisplay has 1178 (2.9%) missing values Missing
EconomicSupportIndex has 2074 (5.1%) missing values Missing
EconomicSupportIndexForDisplay has 1236 (3.0%) missing values Missing
E3_Fiscal measures is highly skewed (γ1 = 88.18897847) Skewed
E4_International support is highly skewed (γ1 = 195.4694883) Skewed
H4_Emergency investment in healthcare is highly skewed (γ1 = 143.098114) Skewed
H5_Investment in vaccines is highly skewed (γ1 = 86.51397488) Skewed
location is uniformly distributed Uniform
iso_code is uniformly distributed Uniform
M1_Wildcard is an unsupported type, check if it needs cleaning or further analysis Unsupported
C4_Restrictions on gatherings has 16464 (40.6%) zeros Zeros
C8_International travel controls has 9779 (24.1%) zeros Zeros
E3_Fiscal measures has 37895 (93.4%) zeros Zeros
E4_International support has 38347 (94.5%) zeros Zeros
H4_Emergency investment in healthcare has 37981 (93.6%) zeros Zeros
H5_Investment in vaccines has 38218 (94.2%) zeros Zeros
total_cases has 2768 (6.8%) zeros Zeros
total_deaths has 8436 (20.8%) zeros Zeros
StringencyIndex has 7028 (17.3%) zeros Zeros
StringencyIndexForDisplay has 7028 (17.3%) zeros Zeros
StringencyLegacyIndex has 7028 (17.3%) zeros Zeros
StringencyLegacyIndexForDisplay has 7028 (17.3%) zeros Zeros
GovernmentResponseIndex has 6409 (15.8%) zeros Zeros
GovernmentResponseIndexForDisplay has 6409 (15.8%) zeros Zeros
ContainmentHealthIndex has 6453 (15.9%) zeros Zeros
ContainmentHealthIndexForDisplay has 6453 (15.9%) zeros Zeros
EconomicSupportIndex has 17968 (44.3%) zeros Zeros
EconomicSupportIndexForDisplay has 18072 (44.5%) zeros Zeros

Variables

location
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count182
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size317.1 KiB
Ecuador
 
223
Liberia
 
223
Bolivia
 
223
Finland
 
223
Angola
 
223
Other values (177)
39471
ValueCountFrequency (%) 
Ecuador2230.5%
 
Liberia2230.5%
 
Bolivia2230.5%
 
Finland2230.5%
 
Angola2230.5%
 
Austria2230.5%
 
Belgium2230.5%
 
Oman2230.5%
 
Germany2230.5%
 
Mauritania2230.5%
 
Other values (172)3835694.5%
 

Length

Max length28
Median length7
Mean length8.241758242
Min length4

iso_code
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count182
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size317.1 KiB
LSO
 
223
COL
 
223
SYR
 
223
SDN
 
223
CRI
 
223
Other values (177)
39471
ValueCountFrequency (%) 
LSO2230.5%
 
COL2230.5%
 
SYR2230.5%
 
SDN2230.5%
 
CRI2230.5%
 
DEU2230.5%
 
YEM2230.5%
 
TGO2230.5%
 
VNM2230.5%
 
KAZ2230.5%
 
Other values (172)3835694.5%
 

Length

Max length3
Median length3
Mean length3
Min length3

date
Date

Distinct count223
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size317.1 KiB
Minimum2020-01-01 00:00:00
Maximum2020-08-10 00:00:00
Histogram

C1_School closing
Categorical

MISSING

Distinct count4
Unique (%)< 0.1%
Missing1603
Missing (%)3.9%
Memory size317.1 KiB
3
18403
0
15181
2
4634
1
 
765
ValueCountFrequency (%) 
31840345.3%
 
01518137.4%
 
2463411.4%
 
17651.9%
 
(Missing)16033.9%
 

Length

Max length3
Median length3
Mean length3
Min length3

C1_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing16784
Missing (%)41.4%
Memory size317.1 KiB
1
21393
0
 
2409
(Missing)
16784
ValueCountFrequency (%) 
12139352.7%
 
024095.9%
 
(Missing)1678441.4%
 

C2_Workplace closing
Categorical

MISSING

Distinct count4
Unique (%)< 0.1%
Missing1752
Missing (%)4.3%
Memory size317.1 KiB
0
17336
2
12459
3
5786
1
 
3253
ValueCountFrequency (%) 
01733642.7%
 
21245930.7%
 
3578614.3%
 
132538.0%
 
(Missing)17524.3%
 

Length

Max length3
Median length3
Mean length3
Min length3

C2_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing19088
Missing (%)47.0%
Memory size317.1 KiB
1
17266
0
4232
(Missing)
19088
ValueCountFrequency (%) 
11726642.5%
 
0423210.4%
 
(Missing)1908847.0%
 

C3_Cancel public events
Categorical

HIGH CORRELATION
MISSING

Distinct count3
Unique (%)< 0.1%
Missing1619
Missing (%)4.0%
Memory size317.1 KiB
2
21529
0
14512
1
 
2926
ValueCountFrequency (%) 
22152953.0%
 
01451235.8%
 
129267.2%
 
(Missing)16194.0%
 

Length

Max length3
Median length3
Mean length3
Min length3

C3_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing16131
Missing (%)39.7%
Memory size317.1 KiB
1
22162
0
 
2293
(Missing)
16131
ValueCountFrequency (%) 
12216254.6%
 
022935.6%
 
(Missing)1613139.7%
 

C4_Restrictions on gatherings
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count5
Unique (%)< 0.1%
Missing1630
Missing (%)4.0%
Infinite0
Infinite (%)0.0%
Mean1.9161104836225484
Minimum0.0
Maximum4.0
Zeros16464
Zeros (%)40.6%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)4

Descriptive statistics

Standard deviation1.743476015
Coefficient of variation (CV)0.909903698
Kurtosis-1.776871175
Mean1.916110484
Median Absolute Deviation (MAD)2
Skewness-0.03203129046
Sum74644
Variance3.039708614
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01646440.6%
 
41093626.9%
 
3843720.8%
 
224706.1%
 
16491.6%
 
(Missing)16304.0%
 
ValueCountFrequency (%) 
01646440.6%
 
16491.6%
 
224706.1%
 
3843720.8%
 
41093626.9%
 
ValueCountFrequency (%) 
41093626.9%
 
3843720.8%
 
224706.1%
 
16491.6%
 
01646440.6%
 

C4_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing18094
Missing (%)44.6%
Memory size317.1 KiB
1
19789
0
 
2703
(Missing)
18094
ValueCountFrequency (%) 
11978948.8%
 
027036.7%
 
(Missing)1809444.6%
 

C5_Close public transport
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing1924
Missing (%)4.7%
Memory size317.1 KiB
0
23544
1
8198
2
6920
ValueCountFrequency (%) 
02354458.0%
 
1819820.2%
 
2692017.1%
 
(Missing)19244.7%
 

Length

Max length3
Median length3
Mean length3
Min length3

C5_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing25468
Missing (%)62.8%
Memory size317.1 KiB
1
11117
0
 
4001
(Missing)
25468
ValueCountFrequency (%) 
11111727.4%
 
040019.9%
 
(Missing)2546862.8%
 

C6_Stay at home requirements
Categorical

MISSING

Distinct count4
Unique (%)< 0.1%
Missing1817
Missing (%)4.5%
Memory size317.1 KiB
0
19542
2
9458
1
7490
3
 
2279
ValueCountFrequency (%) 
01954248.1%
 
2945823.3%
 
1749018.5%
 
322795.6%
 
(Missing)18174.5%
 

Length

Max length3
Median length3
Mean length3
Min length3

C6_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing21359
Missing (%)52.6%
Memory size317.1 KiB
1
14624
0
4603
(Missing)
21359
ValueCountFrequency (%) 
11462436.0%
 
0460311.3%
 
(Missing)2135952.6%
 

C7_Restrictions on internal movement
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing1956
Missing (%)4.8%
Memory size317.1 KiB
0
19877
2
13999
1
4754
ValueCountFrequency (%) 
01987749.0%
 
21399934.5%
 
1475411.7%
 
(Missing)19564.8%
 

Length

Max length3
Median length3
Mean length3
Min length3

C7_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing21833
Missing (%)53.8%
Memory size317.1 KiB
1
11730
0
7023
(Missing)
21833
ValueCountFrequency (%) 
11173028.9%
 
0702317.3%
 
(Missing)2183353.8%
 

C8_International travel controls
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count5
Unique (%)< 0.1%
Missing1368
Missing (%)3.4%
Infinite0
Infinite (%)0.0%
Mean2.403207710745066
Minimum0.0
Maximum4.0
Zeros9779
Zeros (%)24.1%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.61691183
Coefficient of variation (CV)0.6728140157
Kurtosis-1.386273753
Mean2.403207711
Median Absolute Deviation (MAD)1
Skewness-0.4915990224
Sum94249
Variance2.614403867
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
41466036.1%
 
0977924.1%
 
3860021.2%
 
236308.9%
 
125496.3%
 
(Missing)13683.4%
 
ValueCountFrequency (%) 
0977924.1%
 
125496.3%
 
236308.9%
 
3860021.2%
 
41466036.1%
 
ValueCountFrequency (%) 
41466036.1%
 
3860021.2%
 
236308.9%
 
125496.3%
 
0977924.1%
 

E1_Income support
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing1756
Missing (%)4.3%
Memory size317.1 KiB
0
22299
1
9990
2
6541
ValueCountFrequency (%) 
02229954.9%
 
1999024.6%
 
2654116.1%
 
(Missing)17564.3%
 

Length

Max length3
Median length3
Mean length3
Min length3

E1_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing24055
Missing (%)59.3%
Memory size317.1 KiB
1
9239
0
7292
(Missing)
24055
ValueCountFrequency (%) 
1923922.8%
 
0729218.0%
 
(Missing)2405559.3%
 

E2_Debt/contract relief
Categorical

HIGH CORRELATION
MISSING

Distinct count3
Unique (%)< 0.1%
Missing1954
Missing (%)4.8%
Memory size317.1 KiB
0
20535
2
9796
1
8301
ValueCountFrequency (%) 
02053550.6%
 
2979624.1%
 
1830120.5%
 
(Missing)19544.8%
 

Length

Max length3
Median length3
Mean length3
Min length3

E3_Fiscal measures
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct count469
Unique (%)1.2%
Missing2185
Missing (%)5.4%
Infinite0
Infinite (%)0.0%
Mean297398255.6106984
Minimum0.0
Maximum1957600000000.0
Zeros37895
Zeros (%)93.4%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1.9576e+12
Range1.9576e+12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.533748043e+10
Coefficient of variation (CV)51.57219364
Kurtosis9183.725402
Mean297398255.6
Median Absolute Deviation (MAD)0
Skewness88.18897847
Sum1.142039041e+13
Variance2.352383058e+20
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03789593.4%
 
311< 0.1%
 
10000000003< 0.1%
 
160000003< 0.1%
 
100000003< 0.1%
 
5800000003< 0.1%
 
5000000003< 0.1%
 
90000003< 0.1%
 
2900000002< 0.1%
 
40000000002< 0.1%
 
Other values (459)4731.2%
 
(Missing)21855.4%
 
ValueCountFrequency (%) 
03789593.4%
 
0.751< 0.1%
 
311< 0.1%
 
401< 0.1%
 
1521< 0.1%
 
ValueCountFrequency (%) 
1.9576e+121< 0.1%
 
1.192572826e+121< 0.1%
 
1.101259575e+121< 0.1%
 
9.90863e+111< 0.1%
 
7.092759225e+111< 0.1%
 

E4_International support
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct count65
Unique (%)0.2%
Missing2165
Missing (%)5.3%
Infinite0
Infinite (%)0.0%
Mean23281865.03121678
Minimum0.0
Maximum834353051822.0
Zeros38347
Zeros (%)94.5%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum8.343530518e+11
Range8.343530518e+11
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4260658373
Coefficient of variation (CV)183.0033104
Kurtosis38275.57666
Mean23281865.03
Median Absolute Deviation (MAD)0
Skewness195.4694883
Sum8.945125364e+11
Variance1.815320977e+19
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03834794.5%
 
50000005< 0.1%
 
200000002< 0.1%
 
10000002< 0.1%
 
300000002< 0.1%
 
100000002< 0.1%
 
400000002< 0.1%
 
1000000002< 0.1%
 
4651331401< 0.1%
 
914811< 0.1%
 
Other values (55)550.1%
 
(Missing)21655.3%
 
ValueCountFrequency (%) 
03834794.5%
 
0.561< 0.1%
 
31< 0.1%
 
501< 0.1%
 
150001< 0.1%
 
ValueCountFrequency (%) 
8.343530518e+111< 0.1%
 
3.4e+101< 0.1%
 
1.2e+101< 0.1%
 
27000000001< 0.1%
 
24580123691< 0.1%
 

H1_Public information campaigns
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing1485
Missing (%)3.7%
Memory size317.1 KiB
2
27903
0
8293
1
 
2905
ValueCountFrequency (%) 
22790368.8%
 
0829320.4%
 
129057.2%
 
(Missing)14853.7%
 

Length

Max length3
Median length3
Mean length3
Min length3

H1_Flag
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing9778
Missing (%)24.1%
Memory size317.1 KiB
1
30516
0
 
292
(Missing)
9778
ValueCountFrequency (%) 
13051675.2%
 
02920.7%
 
(Missing)977824.1%
 

H2_Testing policy
Categorical

MISSING

Distinct count4
Unique (%)< 0.1%
Missing1818
Missing (%)4.5%
Memory size317.1 KiB
1
14024
0
10826
2
9181
3
4737
ValueCountFrequency (%) 
11402434.6%
 
01082626.7%
 
2918122.6%
 
3473711.7%
 
(Missing)18184.5%
 

Length

Max length3
Median length3
Mean length3
Min length3

H3_Contact tracing
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing1685
Missing (%)4.2%
Memory size317.1 KiB
2
15023
0
13734
1
10144
ValueCountFrequency (%) 
21502337.0%
 
01373433.8%
 
11014425.0%
 
(Missing)16854.2%
 

Length

Max length3
Median length3
Mean length3
Min length3

H4_Emergency investment in healthcare
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct count277
Unique (%)0.7%
Missing2239
Missing (%)5.5%
Infinite0
Infinite (%)0.0%
Mean16306356.828597281
Minimum0.0
Maximum242400000000.0
Zeros37981
Zeros (%)93.6%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2.424e+11
Range2.424e+11
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1419548593
Coefficient of variation (CV)87.05492023
Kurtosis22981.36438
Mean16306356.83
Median Absolute Deviation (MAD)0
Skewness143.098114
Sum6.252998653e+11
Variance2.015118208e+18
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03798193.6%
 
35390.1%
 
56220< 0.1%
 
20.710< 0.1%
 
1000000004< 0.1%
 
10000003< 0.1%
 
20000003< 0.1%
 
13< 0.1%
 
60000002< 0.1%
 
50000002< 0.1%
 
Other values (267)2800.7%
 
(Missing)22395.5%
 
ValueCountFrequency (%) 
03798193.6%
 
0.011< 0.1%
 
0.031< 0.1%
 
13< 0.1%
 
81< 0.1%
 
ValueCountFrequency (%) 
2.424e+111< 0.1%
 
1e+111< 0.1%
 
6.29977238e+101< 0.1%
 
5.7458e+101< 0.1%
 
1.935477804e+101< 0.1%
 

H5_Investment in vaccines
Real number (ℝ≥0)

MISSING
SKEWED
ZEROS

Distinct count63
Unique (%)0.2%
Missing2244
Missing (%)5.5%
Infinite0
Infinite (%)0.0%
Mean483928.9860179438
Minimum0.0
Maximum3435342491.0
Zeros38218
Zeros (%)94.2%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3435342491
Range3435342491
Interquartile range (IQR)0

Descriptive statistics

Standard deviation26206874.87
Coefficient of variation (CV)54.15438137
Kurtosis9314.470355
Mean483928.986
Median Absolute Deviation (MAD)0
Skewness86.51397488
Sum1.855480518e+10
Variance6.868002903e+14
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03821894.2%
 
1430.1%
 
191210.1%
 
10856951< 0.1%
 
16000000001< 0.1%
 
17335141< 0.1%
 
74732541< 0.1%
 
80103371< 0.1%
 
8260000001< 0.1%
 
600000001< 0.1%
 
Other values (53)530.1%
 
(Missing)22445.5%
 
ValueCountFrequency (%) 
03821894.2%
 
1430.1%
 
1.11< 0.1%
 
191210.1%
 
2469611< 0.1%
 
ValueCountFrequency (%) 
34353424911< 0.1%
 
19500000001< 0.1%
 
16000000001< 0.1%
 
13900000001< 0.1%
 
12000000001< 0.1%
 

M1_Wildcard
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing40586
Missing (%)100.0%
Memory size317.2 KiB

total_cases
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count11420
Unique (%)38.0%
Missing10553
Missing (%)26.0%
Infinite0
Infinite (%)0.0%
Mean32652.055072753305
Minimum0.0
Maximum4823891.0
Zeros2768
Zeros (%)6.8%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q135
median842
Q37777
95-th percentile137925.8
Maximum4823891
Range4823891
Interquartile range (IQR)7742

Descriptive statistics

Standard deviation189770.8968
Coefficient of variation (CV)5.811912798
Kurtosis253.1464745
Mean32652.05507
Median Absolute Deviation (MAD)841
Skewness14.25661398
Sum980639170
Variance3.601299326e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
027686.8%
 
15571.4%
 
33931.0%
 
22790.7%
 
112600.6%
 
82510.6%
 
182450.6%
 
132290.6%
 
102140.5%
 
161940.5%
 
Other values (11410)2464360.7%
 
(Missing)1055326.0%
 
ValueCountFrequency (%) 
027686.8%
 
15571.4%
 
22790.7%
 
33931.0%
 
41590.4%
 
ValueCountFrequency (%) 
48238911< 0.1%
 
47710871< 0.1%
 
47135621< 0.1%
 
46679551< 0.1%
 
46204441< 0.1%
 

total_deaths
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count3867
Unique (%)12.9%
Missing10553
Missing (%)26.0%
Infinite0
Infinite (%)0.0%
Mean1641.5632803915694
Minimum0.0
Maximum158256.0
Zeros8436
Zeros (%)20.8%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median13
Q3164
95-th percentile6030.4
Maximum158256
Range158256
Interquartile range (IQR)164

Descriptive statistics

Standard deviation8726.247534
Coefficient of variation (CV)5.315815502
Kurtosis131.8026564
Mean1641.56328
Median Absolute Deviation (MAD)13
Skewness10.28075071
Sum49301070
Variance76147396.02
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0843620.8%
 
114823.7%
 
27761.9%
 
36571.6%
 
105541.4%
 
54951.2%
 
44771.2%
 
93951.0%
 
63911.0%
 
73850.9%
 
Other values (3857)1598539.4%
 
(Missing)1055326.0%
 
ValueCountFrequency (%) 
0843620.8%
 
114823.7%
 
27761.9%
 
36571.6%
 
44771.2%
 
ValueCountFrequency (%) 
1582561< 0.1%
 
1568061< 0.1%
 
1554031< 0.1%
 
1548601< 0.1%
 
1544471< 0.1%
 

StringencyIndex
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count162
Unique (%)0.4%
Missing2000
Missing (%)4.9%
Infinite0
Infinite (%)0.0%
Mean46.66040791997097
Minimum0.0
Maximum100.0
Zeros7028
Zeros (%)17.3%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q111.11
median52.78
Q377.78
95-th percentile93.52
Maximum100
Range100
Interquartile range (IQR)66.67

Descriptive statistics

Standard deviation33.8393179
Coefficient of variation (CV)0.7252255051
Kurtosis-1.491703299
Mean46.66040792
Median Absolute Deviation (MAD)30.55
Skewness-0.1482600605
Sum1800438.5
Variance1145.099436
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0702817.3%
 
11.1113433.3%
 
13.898332.1%
 
19.448172.0%
 
5.568092.0%
 
2.787831.9%
 
80.567301.8%
 
96.36761.7%
 
93.526421.6%
 
8.336061.5%
 
Other values (152)2431959.9%
 
(Missing)20004.9%
 
ValueCountFrequency (%) 
0702817.3%
 
1.853< 0.1%
 
2.787831.9%
 
5.568092.0%
 
8.336061.5%
 
ValueCountFrequency (%) 
1004381.1%
 
98.151< 0.1%
 
97.22770.2%
 
96.36761.7%
 
95.3715< 0.1%
 

StringencyIndexForDisplay
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count162
Unique (%)0.4%
Missing1147
Missing (%)2.8%
Infinite0
Infinite (%)0.0%
Mean46.87210096604883
Minimum0.0
Maximum100.0
Zeros7028
Zeros (%)17.3%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q111.11
median52.78
Q377.78
95-th percentile93.52
Maximum100
Range100
Interquartile range (IQR)66.67

Descriptive statistics

Standard deviation33.62576465
Coefficient of variation (CV)0.7173940139
Kurtosis-1.4745649
Mean46.87210097
Median Absolute Deviation (MAD)30.09
Skewness-0.1606639567
Sum1848588.79
Variance1130.692048
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0702817.3%
 
11.1113503.3%
 
13.898332.1%
 
19.448222.0%
 
5.568092.0%
 
2.787831.9%
 
80.567481.8%
 
96.36771.7%
 
93.526491.6%
 
77.786141.5%
 
Other values (152)2512661.9%
 
(Missing)11472.8%
 
ValueCountFrequency (%) 
0702817.3%
 
1.853< 0.1%
 
2.787831.9%
 
5.568092.0%
 
8.336061.5%
 
ValueCountFrequency (%) 
1004381.1%
 
98.151< 0.1%
 
97.22770.2%
 
96.36771.7%
 
95.3715< 0.1%
 

StringencyLegacyIndex
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count148
Unique (%)0.4%
Missing1825
Missing (%)4.5%
Infinite0
Infinite (%)0.0%
Mean51.9031758726555
Minimum0.0
Maximum100.0
Zeros7028
Zeros (%)17.3%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q114.29
median63.1
Q383.33
95-th percentile96.43
Maximum100
Range100
Interquartile range (IQR)69.04

Descriptive statistics

Standard deviation35.37541783
Coefficient of variation (CV)0.6815655735
Kurtosis-1.44987837
Mean51.90317587
Median Absolute Deviation (MAD)27.39
Skewness-0.3211475245
Sum2011819
Variance1251.420187
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0702817.3%
 
91.6718884.7%
 
96.4313583.3%
 
88.113003.2%
 
10012943.2%
 
83.3312483.1%
 
14.2910782.7%
 
77.388602.1%
 
86.97761.9%
 
257621.9%
 
Other values (138)2116952.2%
 
(Missing)18254.5%
 
ValueCountFrequency (%) 
0702817.3%
 
3.577021.7%
 
4.76840.2%
 
7.141860.5%
 
9.526831.7%
 
ValueCountFrequency (%) 
10012943.2%
 
96.4313583.3%
 
95.247401.8%
 
92.864201.0%
 
91.6718884.7%
 

StringencyLegacyIndexForDisplay
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count148
Unique (%)0.4%
Missing958
Missing (%)2.4%
Infinite0
Infinite (%)0.0%
Mean52.16057131321288
Minimum0.0
Maximum100.0
Zeros7028
Zeros (%)17.3%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q114.29
median63.81
Q383.33
95-th percentile96.43
Maximum100
Range100
Interquartile range (IQR)69.04

Descriptive statistics

Standard deviation35.13095436
Coefficient of variation (CV)0.6735155209
Kurtosis-1.425361949
Mean52.16057131
Median Absolute Deviation (MAD)26.67
Skewness-0.3373791504
Sum2067019.12
Variance1234.183954
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0702817.3%
 
91.6719064.7%
 
96.4313753.4%
 
88.113203.3%
 
10012943.2%
 
83.3312793.2%
 
14.2910782.7%
 
77.388992.2%
 
86.97932.0%
 
257671.9%
 
Other values (138)2188953.9%
 
(Missing)9582.4%
 
ValueCountFrequency (%) 
0702817.3%
 
3.577021.7%
 
4.76840.2%
 
7.141860.5%
 
9.526831.7%
 
ValueCountFrequency (%) 
10012943.2%
 
96.4313753.4%
 
95.247401.8%
 
92.864321.1%
 
91.6719064.7%
 

GovernmentResponseIndex
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count221
Unique (%)0.6%
Missing2114
Missing (%)5.2%
Infinite0
Infinite (%)0.0%
Mean43.905698170097736
Minimum0.0
Maximum96.15
Zeros6409
Zeros (%)15.8%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q19.62
median53.21
Q369.87
95-th percentile83.33
Maximum96.15
Range96.15
Interquartile range (IQR)60.25

Descriptive statistics

Standard deviation30.34739622
Coefficient of variation (CV)0.6911949357
Kurtosis-1.444923518
Mean43.90569817
Median Absolute Deviation (MAD)23.07
Skewness-0.292898378
Sum1689140.02
Variance920.9644575
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0640915.8%
 
3.857501.8%
 
7.696191.5%
 
74.365861.4%
 
64.745051.2%
 
1.925041.2%
 
80.775001.2%
 
67.314931.2%
 
71.154501.1%
 
68.594361.1%
 
Other values (211)2722067.1%
 
(Missing)21145.2%
 
ValueCountFrequency (%) 
0640915.8%
 
1.925041.2%
 
2.562710.7%
 
3.857501.8%
 
4.49920.2%
 
ValueCountFrequency (%) 
96.15290.1%
 
94.8717< 0.1%
 
93.5914< 0.1%
 
92.95250.1%
 
92.3118< 0.1%
 

GovernmentResponseIndexForDisplay
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count221
Unique (%)0.6%
Missing1274
Missing (%)3.1%
Infinite0
Infinite (%)0.0%
Mean44.19981176231176
Minimum0.0
Maximum96.15
Zeros6409
Zeros (%)15.8%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q110.26
median53.53
Q369.87
95-th percentile83.33
Maximum96.15
Range96.15
Interquartile range (IQR)59.61

Descriptive statistics

Standard deviation30.16333412
Coefficient of variation (CV)0.6824312801
Kurtosis-1.42048789
Mean44.19981176
Median Absolute Deviation (MAD)22.75
Skewness-0.313451271
Sum1737583
Variance909.8267254
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0640915.8%
 
3.857501.8%
 
7.696191.5%
 
74.366061.5%
 
64.745191.3%
 
80.775091.3%
 
67.315051.2%
 
1.925041.2%
 
68.594541.1%
 
71.154501.1%
 
Other values (211)2798769.0%
 
(Missing)12743.1%
 
ValueCountFrequency (%) 
0640915.8%
 
1.925041.2%
 
2.562710.7%
 
3.857501.8%
 
4.49920.2%
 
ValueCountFrequency (%) 
96.15290.1%
 
94.8717< 0.1%
 
93.5914< 0.1%
 
92.95250.1%
 
92.3118< 0.1%
 

ContainmentHealthIndex
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count193
Unique (%)0.5%
Missing2024
Missing (%)5.0%
Infinite0
Infinite (%)0.0%
Mean46.45077200352679
Minimum0.0
Maximum100.0
Zeros6453
Zeros (%)15.9%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q111.36
median54.55
Q375
95-th percentile87.12
Maximum100
Range100
Interquartile range (IQR)63.64

Descriptive statistics

Standard deviation31.88622242
Coefficient of variation (CV)0.6864519371
Kurtosis-1.432893799
Mean46.450772
Median Absolute Deviation (MAD)25.75
Skewness-0.2827990234
Sum1791234.67
Variance1016.73118
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0645315.9%
 
4.557371.8%
 
756331.6%
 
9.096191.5%
 
78.796051.5%
 
84.095931.5%
 
86.365381.3%
 
76.525291.3%
 
2.275091.3%
 
81.825031.2%
 
Other values (183)2684366.1%
 
(Missing)20245.0%
 
ValueCountFrequency (%) 
0645315.9%
 
2.275091.3%
 
3.032780.7%
 
4.557371.8%
 
5.3920.2%
 
ValueCountFrequency (%) 
100270.1%
 
96.971200.3%
 
95.45480.1%
 
94.74< 0.1%
 
93.942990.7%
 

ContainmentHealthIndexForDisplay
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count193
Unique (%)0.5%
Missing1178
Missing (%)2.9%
Infinite0
Infinite (%)0.0%
Mean46.717154638652055
Minimum0.0
Maximum100.0
Zeros6453
Zeros (%)15.9%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q112.12
median55.3
Q375
95-th percentile87.12
Maximum100
Range100
Interquartile range (IQR)62.88

Descriptive statistics

Standard deviation31.68281602
Coefficient of variation (CV)0.6781837692
Kurtosis-1.409449168
Mean46.71715464
Median Absolute Deviation (MAD)24.25
Skewness-0.3003354673
Sum1841029.63
Variance1003.800831
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0645315.9%
 
4.557371.8%
 
756471.6%
 
78.796221.5%
 
9.096191.5%
 
84.096011.5%
 
76.525501.4%
 
86.365461.3%
 
81.825171.3%
 
2.275091.3%
 
Other values (183)2760768.0%
 
(Missing)11782.9%
 
ValueCountFrequency (%) 
0645315.9%
 
2.275091.3%
 
3.032780.7%
 
4.557371.8%
 
5.3920.2%
 
ValueCountFrequency (%) 
100270.1%
 
96.971200.3%
 
95.45480.1%
 
94.74< 0.1%
 
93.942990.7%
 

EconomicSupportIndex
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count9
Unique (%)< 0.1%
Missing2074
Missing (%)5.1%
Infinite0
Infinite (%)0.0%
Mean30.396369962609057
Minimum0.0
Maximum100.0
Zeros17968
Zeros (%)44.3%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median25
Q362.5
95-th percentile87.5
Maximum100
Range100
Interquartile range (IQR)62.5

Descriptive statistics

Standard deviation33.20322994
Coefficient of variation (CV)1.092341947
Kurtosis-1.079775095
Mean30.39636996
Median Absolute Deviation (MAD)25
Skewness0.578195941
Sum1170625
Variance1102.454478
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01796844.3%
 
50480811.8%
 
7538169.4%
 
2531967.9%
 
62.524376.0%
 
37.523795.9%
 
87.518304.5%
 
10015603.8%
 
12.55181.3%
 
(Missing)20745.1%
 
ValueCountFrequency (%) 
01796844.3%
 
12.55181.3%
 
2531967.9%
 
37.523795.9%
 
50480811.8%
 
ValueCountFrequency (%) 
10015603.8%
 
87.518304.5%
 
7538169.4%
 
62.524376.0%
 
50480811.8%
 

EconomicSupportIndexForDisplay
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count9
Unique (%)< 0.1%
Missing1236
Missing (%)3.0%
Infinite0
Infinite (%)0.0%
Mean30.855781448538753
Minimum0.0
Maximum100.0
Zeros18072
Zeros (%)44.5%
Memory size317.1 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median25
Q362.5
95-th percentile87.5
Maximum100
Range100
Interquartile range (IQR)62.5

Descriptive statistics

Standard deviation33.26639165
Coefficient of variation (CV)1.078125074
Kurtosis-1.104280333
Mean30.85578145
Median Absolute Deviation (MAD)25
Skewness0.5548547974
Sum1214175
Variance1106.652814
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01807244.5%
 
50498612.3%
 
7539539.7%
 
2532928.1%
 
62.525346.2%
 
37.524536.0%
 
87.519114.7%
 
10016194.0%
 
12.55301.3%
 
(Missing)12363.0%
 
ValueCountFrequency (%) 
01807244.5%
 
12.55301.3%
 
2532928.1%
 
37.524536.0%
 
50498612.3%
 
ValueCountFrequency (%) 
10016194.0%
 
87.519114.7%
 
7539539.7%
 
62.525346.2%
 
50498612.3%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

locationiso_codedateC1_School closingC1_FlagC2_Workplace closingC2_FlagC3_Cancel public eventsC3_FlagC4_Restrictions on gatheringsC4_FlagC5_Close public transportC5_FlagC6_Stay at home requirementsC6_FlagC7_Restrictions on internal movementC7_FlagC8_International travel controlsE1_Income supportE1_FlagE2_Debt/contract reliefE3_Fiscal measuresE4_International supportH1_Public information campaignsH1_FlagH2_Testing policyH3_Contact tracingH4_Emergency investment in healthcareH5_Investment in vaccinesM1_Wildcardtotal_casestotal_deathsStringencyIndexStringencyIndexForDisplayStringencyLegacyIndexStringencyLegacyIndexForDisplayGovernmentResponseIndexGovernmentResponseIndexForDisplayContainmentHealthIndexContainmentHealthIndexForDisplayEconomicSupportIndexEconomicSupportIndexForDisplay
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3ArubaABW2020-01-040.0NaN0.0NaN0.0NaN0.0NaN0.0NaN0.0NaN0.0NaN0.00.0NaN0.00.00.00.0NaN0.00.00.00.0NaNNaNNaN0.00.00.00.00.00.00.00.00.00.0
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Last rows

locationiso_codedateC1_School closingC1_FlagC2_Workplace closingC2_FlagC3_Cancel public eventsC3_FlagC4_Restrictions on gatheringsC4_FlagC5_Close public transportC5_FlagC6_Stay at home requirementsC6_FlagC7_Restrictions on internal movementC7_FlagC8_International travel controlsE1_Income supportE1_FlagE2_Debt/contract reliefE3_Fiscal measuresE4_International supportH1_Public information campaignsH1_FlagH2_Testing policyH3_Contact tracingH4_Emergency investment in healthcareH5_Investment in vaccinesM1_Wildcardtotal_casestotal_deathsStringencyIndexStringencyIndexForDisplayStringencyLegacyIndexStringencyLegacyIndexForDisplayGovernmentResponseIndexGovernmentResponseIndexForDisplayContainmentHealthIndexContainmentHealthIndexForDisplayEconomicSupportIndexEconomicSupportIndexForDisplay
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40577Falkland IslandsFLK2020-08-02NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaN13.00.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
40578Falkland IslandsFLK2020-08-03NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaN13.00.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
40579Falkland IslandsFLK2020-08-04NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaN13.00.0NaN72.22NaN73.81NaNNaNNaN71.21NaNNaN
40580Falkland IslandsFLK2020-08-05NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaN13.00.0NaN72.22NaN73.81NaNNaNNaN71.21NaNNaN
40581Falkland IslandsFLK2020-08-06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaN13.00.0NaN72.22NaN73.81NaNNaNNaN71.21NaNNaN
40582Falkland IslandsFLK2020-08-07NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaNNaNNaNNaN72.22NaN73.81NaNNaNNaN71.21NaNNaN
40583Falkland IslandsFLK2020-08-08NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaNNaNNaNNaN72.22NaN73.81NaNNaNNaN71.21NaNNaN
40584Falkland IslandsFLK2020-08-09NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaNNaNNaNNaN72.22NaN73.81NaNNaNNaN71.21NaNNaN
40585Falkland IslandsFLK2020-08-10NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN3.02.01.0NaNNaNNaN2.01.0NaN2.0NaNNaNNaNNaNNaNNaN72.22NaN73.81NaNNaNNaN71.21NaNNaN